Determination of Munsell Soil Colour Using Smartphones

Author:

Nodi Sadia Sabrin1ORCID,Paul Manoranjan1ORCID,Robinson Nathan2ORCID,Wang Liang3ORCID,Rehman Sabih ur4ORCID

Affiliation:

1. School of Computing, Mathematics and Engineering, Charles Sturt University, Bathurst, NSW 2795, Australia

2. Centre for eResearch and Digital Innovation, Federation University, Mount Helen, VIC 3350, Australia

3. Global Centre for Environmental Remediation, The University of Newcastle, Callaghan, NSW 2308, Australia

4. School of Computing, Mathematics and Engineering, Charles Sturt University, Port Macquarie, NSW 2444, Australia

Abstract

Soil colour is one of the most important factors in agriculture for monitoring soil health and determining its properties. For this purpose, Munsell soil colour charts are widely used by archaeologists, scientists, and farmers. The process of determining soil colour from the chart is subjective and error-prone. In this study, we used popular smartphones to capture soil colours from images in the Munsell Soil Colour Book (MSCB) to determine the colour digitally. These captured soil colours are then compared with the true colour determined using a commonly used sensor (Nix Pro-2). We have observed that there are colour reading discrepancies between smartphone and Nix Pro-provided readings. To address this issue, we investigated different colour models and finally introduced a colour-intensity relationship between the images captured by Nix Pro and smartphones by exploring different distance functions. Thus, the aim of this study is to determine the Munsell soil colour accurately from the MSCB by adjusting the pixel intensity of the smartphone-captured images. Without any adjustment when the accuracy of individual Munsell soil colour determination is only 9% for the top 5 predictions, the accuracy of the proposed method is 74%, which is significant.

Funder

Soil CRC Australia

Charles Sturt University

Publisher

MDPI AG

Subject

Electrical and Electronic Engineering,Biochemistry,Instrumentation,Atomic and Molecular Physics, and Optics,Analytical Chemistry

Reference53 articles.

1. Hillel, D. (2005). Morphology. Encyclopedia of Soils in the Environment, Elsevier.

2. Comparison of Munsell soil color charts and the GLOBE soil color book;Thompson;Soil Sci. Soc. Am. J.,2013

3. Soil colors and special Munsell soil color charts;Pendleton;Soil Sci.,1951

4. National Committee for Soil and Terrain, National Committee on Soil, Terrain (Australia), and CSIRO Publishing (2009). Australian Soil and Land Survey Field Handbook, CSIRO Publishing. Number 1.

5. A different point of hue;Conway;Proc. Natl. Acad. Sci. USA,2005

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